We help AI startups, developers, and businesses understand, estimate, and optimize the real cost of running AI.
Token pricing, context windows, and inference costs change weekly. We turn that chaos into clear, comparable numbers any builder can act on — from a weekend project to a production fleet.
One platform for estimating, comparing, forecasting, and optimizing every layer of AI spend — from prompts to agents to fine-tuning to enterprise procurement.
Clear pricing data, no hidden math, no vendor spin.
Estimates in milliseconds. Iterations in seconds.
Complex economics, simple interfaces.
Tools built by engineers, for engineers.
Free core tools. Open knowledge. Global-first.
TokenAtlas opens with model pricing and core calculators.
Token, margin, and break-even estimators ship.
Multi-step agent and retrieval cost simulations.
Shared scenarios, collaboration, and exports.
Procurement-grade infra analytics for org-wide AI.
Estimate your costs before you ship — not after the bill arrives.
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